{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:ENF4IEY4VXJKTOM5XCRHRBHFVS","short_pith_number":"pith:ENF4IEY4","canonical_record":{"source":{"id":"2503.11167","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-03-14T08:12:28Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"9b030aaf26c81bdc99e6d55f3d69df317bd2f424908c78721828a5b80cb36da8","abstract_canon_sha256":"02caf568031c53084a1019a7853375f64d11c1243361f30a47df7bea5a648f29"},"schema_version":"1.0"},"canonical_sha256":"234bc4131cadd2a9b99db8a27884e5ac827adb842392d02de7a0c3d9d13f3ee5","source":{"kind":"arxiv","id":"2503.11167","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.11167","created_at":"2026-07-05T11:38:05Z"},{"alias_kind":"arxiv_version","alias_value":"2503.11167v3","created_at":"2026-07-05T11:38:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.11167","created_at":"2026-07-05T11:38:05Z"},{"alias_kind":"pith_short_12","alias_value":"ENF4IEY4VXJK","created_at":"2026-07-05T11:38:05Z"},{"alias_kind":"pith_short_16","alias_value":"ENF4IEY4VXJKTOM5","created_at":"2026-07-05T11:38:05Z"},{"alias_kind":"pith_short_8","alias_value":"ENF4IEY4","created_at":"2026-07-05T11:38:05Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:ENF4IEY4VXJKTOM5XCRHRBHFVS","target":"record","payload":{"canonical_record":{"source":{"id":"2503.11167","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-03-14T08:12:28Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"9b030aaf26c81bdc99e6d55f3d69df317bd2f424908c78721828a5b80cb36da8","abstract_canon_sha256":"02caf568031c53084a1019a7853375f64d11c1243361f30a47df7bea5a648f29"},"schema_version":"1.0"},"canonical_sha256":"234bc4131cadd2a9b99db8a27884e5ac827adb842392d02de7a0c3d9d13f3ee5","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:38:05.447889Z","signature_b64":"KrNYLo/5bRCAS8RrCKedVY0Wo4hQsDVp6g8I/qAkQ0ApbsnJ8Vl8+N7AzVOmEWC7LiULHsw43LspjIE2R96aBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"234bc4131cadd2a9b99db8a27884e5ac827adb842392d02de7a0c3d9d13f3ee5","last_reissued_at":"2026-07-05T11:38:05.447404Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:38:05.447404Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2503.11167","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:38:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"2NPn/4uRm8i/wBiTHq90wcvAI5i1GTSLk86HUrb4j7UzQaIAWR5X+45/F5y20mdohLkC6Iof0PNHx95RcwmDCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T20:44:29.695312Z"},"content_sha256":"776dd7188ea0ed7057a71654edd151da806d993e15f886234d578d0fbd719302","schema_version":"1.0","event_id":"sha256:776dd7188ea0ed7057a71654edd151da806d993e15f886234d578d0fbd719302"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:ENF4IEY4VXJKTOM5XCRHRBHFVS","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Neurons: Emulating the Human Visual Cortex Improves Fidelity and Interpretability in fMRI-to-Video Reconstruction","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CV","authors_text":"Haonan Wang, Lehan Wang, Qixiang Zhang, Xiaomeng Li, Xuanqi Huang","submitted_at":"2025-03-14T08:12:28Z","abstract_excerpt":"Decoding visual stimuli from neural activity is essential for understanding the human brain. While fMRI methods have successfully reconstructed static images, fMRI-to-video reconstruction faces challenges due to the need for capturing spatiotemporal dynamics like motion and scene transitions. Recent approaches have improved semantic and perceptual alignment but struggle to integrate coarse fMRI data with detailed visual features. Inspired by the hierarchical organization of the visual system, we propose NEURONS, a novel framework that decouples learning into four correlated sub-tasks: key obje"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.11167","kind":"arxiv","version":3},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2503.11167/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:38:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"0IPlNX2KoUohAGjU3hErq9FUaWi2XrP4KVCe+m19Y/8CbZtNEmn/19Za7zU06PpcpuqSMeHGhWmJer+OS9EVBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T20:44:29.695817Z"},"content_sha256":"70498b91f4040d333065f6885e5c7e0340e3e10d651c7e44307681368b558e08","schema_version":"1.0","event_id":"sha256:70498b91f4040d333065f6885e5c7e0340e3e10d651c7e44307681368b558e08"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ENF4IEY4VXJKTOM5XCRHRBHFVS/bundle.json","state_url":"https://pith.science/pith/ENF4IEY4VXJKTOM5XCRHRBHFVS/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ENF4IEY4VXJKTOM5XCRHRBHFVS/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-13T20:44:29Z","links":{"resolver":"https://pith.science/pith/ENF4IEY4VXJKTOM5XCRHRBHFVS","bundle":"https://pith.science/pith/ENF4IEY4VXJKTOM5XCRHRBHFVS/bundle.json","state":"https://pith.science/pith/ENF4IEY4VXJKTOM5XCRHRBHFVS/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ENF4IEY4VXJKTOM5XCRHRBHFVS/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:ENF4IEY4VXJKTOM5XCRHRBHFVS","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"02caf568031c53084a1019a7853375f64d11c1243361f30a47df7bea5a648f29","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-03-14T08:12:28Z","title_canon_sha256":"9b030aaf26c81bdc99e6d55f3d69df317bd2f424908c78721828a5b80cb36da8"},"schema_version":"1.0","source":{"id":"2503.11167","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.11167","created_at":"2026-07-05T11:38:05Z"},{"alias_kind":"arxiv_version","alias_value":"2503.11167v3","created_at":"2026-07-05T11:38:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.11167","created_at":"2026-07-05T11:38:05Z"},{"alias_kind":"pith_short_12","alias_value":"ENF4IEY4VXJK","created_at":"2026-07-05T11:38:05Z"},{"alias_kind":"pith_short_16","alias_value":"ENF4IEY4VXJKTOM5","created_at":"2026-07-05T11:38:05Z"},{"alias_kind":"pith_short_8","alias_value":"ENF4IEY4","created_at":"2026-07-05T11:38:05Z"}],"graph_snapshots":[{"event_id":"sha256:70498b91f4040d333065f6885e5c7e0340e3e10d651c7e44307681368b558e08","target":"graph","created_at":"2026-07-05T11:38:05Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2503.11167/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Decoding visual stimuli from neural activity is essential for understanding the human brain. While fMRI methods have successfully reconstructed static images, fMRI-to-video reconstruction faces challenges due to the need for capturing spatiotemporal dynamics like motion and scene transitions. Recent approaches have improved semantic and perceptual alignment but struggle to integrate coarse fMRI data with detailed visual features. Inspired by the hierarchical organization of the visual system, we propose NEURONS, a novel framework that decouples learning into four correlated sub-tasks: key obje","authors_text":"Haonan Wang, Lehan Wang, Qixiang Zhang, Xiaomeng Li, Xuanqi Huang","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-03-14T08:12:28Z","title":"Neurons: Emulating the Human Visual Cortex Improves Fidelity and Interpretability in fMRI-to-Video Reconstruction"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.11167","kind":"arxiv","version":3},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:776dd7188ea0ed7057a71654edd151da806d993e15f886234d578d0fbd719302","target":"record","created_at":"2026-07-05T11:38:05Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"02caf568031c53084a1019a7853375f64d11c1243361f30a47df7bea5a648f29","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-03-14T08:12:28Z","title_canon_sha256":"9b030aaf26c81bdc99e6d55f3d69df317bd2f424908c78721828a5b80cb36da8"},"schema_version":"1.0","source":{"id":"2503.11167","kind":"arxiv","version":3}},"canonical_sha256":"234bc4131cadd2a9b99db8a27884e5ac827adb842392d02de7a0c3d9d13f3ee5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"234bc4131cadd2a9b99db8a27884e5ac827adb842392d02de7a0c3d9d13f3ee5","first_computed_at":"2026-07-05T11:38:05.447404Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:38:05.447404Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"KrNYLo/5bRCAS8RrCKedVY0Wo4hQsDVp6g8I/qAkQ0ApbsnJ8Vl8+N7AzVOmEWC7LiULHsw43LspjIE2R96aBg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:38:05.447889Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.11167","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:776dd7188ea0ed7057a71654edd151da806d993e15f886234d578d0fbd719302","sha256:70498b91f4040d333065f6885e5c7e0340e3e10d651c7e44307681368b558e08"],"state_sha256":"ecfc530c838465de9a3d060c0eff9e94a5ab1f8f10989c919836e05bef125d33"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"nMCOt/oFa2E1SdxZxhGKm116iCDG3uu1xSsEEYJWSnyIU9cnaEMzBnH/fxAX03Sul7TJ51TezEwVMekF7ay9Cw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-13T20:44:29.702034Z","bundle_sha256":"0e1d47f3023eae78edab36c52fa685b3005ddfc2c191a1a1876fcdda7e4734ee"}}